Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "54"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 54 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 247 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 229 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_23087/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 54, Node 4:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.083268 -0.638909 -0.584250 -1.099520 0.027378 -1.049313 -1.367916 -1.162920 0.7696 0.7636 0.2368 14.752073 12.130395
2459593 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.333095 -0.725412 0.310379 -1.130935 -0.134716 -1.612583 -0.497479 -1.184953 0.6916 0.6789 0.2241 6.671007 6.038527
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.497292 -0.532793 -0.126629 -0.732934 -0.280935 -0.400851 -1.942491 0.027036 0.0553 0.0473 0.0013 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 358.493172 358.420129 inf inf 90.903697 97.981741 1112.786850 1198.907212 nan nan nan 0.000000 0.000000
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 362.396275 362.434010 inf inf 32.011166 36.284341 212.266864 220.975304 nan nan nan 0.000000 0.000000
2459589 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.007197 -0.824147 0.335621 -1.130810 -0.480257 -1.006080 -0.671720 -1.184248 0.6721 0.6561 0.2427 7.259142 6.473605
2459588 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.702558 -0.545707 0.055523 -1.207241 0.896677 -1.247712 0.282407 -0.771242 0.7437 0.7233 0.2034 12.496200 9.777752
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 0.902438 -0.518099 3.608550 3.139501 -23.333991 -23.858603 -4.675000 -4.393628 nan nan nan 72.777754 51.307405
2459586 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.750118 -0.789526 -0.019034 -0.874487 0.519154 -1.219772 0.784950 -0.953468 0.6021 0.6098 0.3113 4.399654 4.319322
2459585 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.403343 -1.226839 1.041781 -0.161178 0.260390 -0.421404 -0.673812 1.928607 0.0466 0.0554 0.0041 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.943340 3.779565 1.432489 0.603401 5.224406 4.208218 39.216901 36.173157 0.5582 0.5687 0.3205 3.352212 0.000000
2459583 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.353457 -0.448289 1.191895 -0.734838 1.267814 -0.959011 0.869417 -0.490360 0.5942 0.6061 0.3357 4.381988 4.272975
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 296.822411 296.682450 inf inf 11458.727415 11415.534915 6068.092714 6059.196669 nan nan nan 0.000000 0.000000
2459581 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.838713 -0.648474 1.290089 -0.906363 1.873483 -0.981636 0.656609 -0.702362 0.6073 0.6128 0.3324 5.905324 4.988176
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.358046 -0.593439 0.801056 -0.765998 1.226263 -0.895781 -0.332467 -0.941946 0.6001 0.6125 0.3331 5.563101 4.988400
2459579 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.799988 -0.112046 1.187913 -0.353850 1.760351 -1.009139 0.225644 -0.569888 0.5882 0.6060 0.3358 5.636368 5.039970
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.014520 0.104337 -0.401995 -0.619592 0.596669 -0.299047 0.186546 0.193339 0.0569 0.0608 0.0041 nan nan
2459577 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.757274 -0.346080 0.861575 -0.684185 1.675449 -1.005450 1.489004 -0.510299 0.6051 0.6139 0.3315 6.551333 5.435774
2459576 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.400677 -0.397957 0.660520 -0.136904 1.961622 -0.809098 0.489256 -0.699959 0.6160 0.6233 0.3359 5.379612 5.032873
2459575 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.252575 -0.461330 0.675436 -0.416048 1.355888 -1.332932 0.956786 -0.515112 0.7036 0.6956 0.2998 2.210888 2.220921
2459574 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.544918 -0.323666 0.631915 -0.447720 1.565226 -0.731083 -0.019761 -0.667888 0.6205 0.6268 0.3336 4.860701 4.333811
2459573 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.459235 -0.338615 1.460321 -0.719122 2.078178 -1.470394 -0.245074 -0.508336 0.6128 0.6191 0.3406 0.000000 0.000000
2459572 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.214996 -0.614884 0.549391 -0.353936 0.988684 -0.980773 0.483606 -0.487674 0.6167 0.6224 0.3376 8.287329 6.581349
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.689667 0.093531 -0.702379 -0.690647 -0.285005 -1.092130 0.185687 0.313549 0.0613 0.0806 0.0073 nan nan
2459570 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.257945 -0.039310 1.041701 0.349576 1.148919 0.827606 0.640832 0.666972 0.6249 0.6404 0.3128 34.318663 23.419963
2459569 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.043918 -0.381698 0.802795 -0.514322 0.420652 -0.728992 0.731749 -0.652881 0.7331 0.7303 0.1988 6.371660 5.386258
2459566 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.013641 -0.419396 1.113971 -0.558581 2.031001 -0.906882 1.076830 -0.129546 0.5990 0.6125 0.3518 0.000000 0.000000
2459565 RF_maintenance 100.00% - - - 100.00% 0.00% 137320.428719 127536.465420 4248046.013608 4422252.038733 nan nan -5.052525 -5.052525 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.676654 1.460696 0.723844 1.204498 -1.167177 -0.917011 -1.015351 -1.374029 0.6187 0.6191 0.3340 3.782625 3.075502
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.824594 5.162333 19.178194 20.626067 8.520492 12.406403 -1.443395 -1.855541 0.6103 0.6105 0.3427 0.000000 0.000000
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.095535 0.594826 -0.127508 0.134062 -1.745842 -1.273460 -1.215350 -1.332926 0.6165 0.6207 0.3384 3.935980 3.186897
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.223583 1.177667 0.345929 0.728023 -1.537672 -0.817991 -1.997652 -2.233535 0.6246 0.6305 0.3378 4.717273 4.483624
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.391280 1.486160 0.543906 0.989463 -0.954724 0.044219 -1.378445 -1.565489 0.6203 0.6258 0.3315 3.418567 2.911752
2459558 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.952303 5.426899 10.295599 10.743970 8.936222 12.344524 -0.691863 -1.833296 0.6103 0.6127 0.3382 4.665740 3.996555
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0917 0.1142 0.0198 nan nan
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.290687 5.736768 10.770729 11.107343 8.570160 11.089147 -2.562058 -3.322141 0.6161 0.6211 0.3266 5.434102 4.488090
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6106 0.6160 0.3329 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.220708 6.353673 14.105331 15.489664 13.503749 17.410567 0.409494 -0.042145 0.6304 0.6266 0.3382 0.000000 0.000000
2459551 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.280478 1.110458 0.212480 0.680016 -1.904918 -0.597505 -1.608627 -1.986970 0.6213 0.6209 0.3300 4.058465 3.303844
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0643 0.0820 0.0152 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.096745 5.223927 10.279577 11.285202 9.039770 12.199246 0.224318 -2.072083 0.6163 0.6222 0.3365 3.821811 4.093603
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.961355 5.334099 20.919487 22.640201 0.203450 0.801446 -1.276132 -1.911582 0.6762 0.6813 0.3085 4.243783 3.733794
2459541 RF_maintenance 100.00% 1.34% 1.34% 0.00% 100.00% 0.00% 4.654236 4.411588 13.259992 13.278178 8.440985 10.264064 3.986205 3.508574 0.6783 0.6769 0.2836 2.203915 2.073446
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.604053 2.086851 1.715913 1.940219 -0.206478 -0.052563 -0.577284 -0.879853 0.6851 0.6811 0.3037 3.599159 3.151542
2459536 RF_maintenance 100.00% 37.06% 37.06% 0.00% 100.00% 0.00% 6.690081 8.198944 17.558702 18.678950 15.891048 17.718722 -0.401757 -3.747322 0.4074 0.4111 0.2119 1.640878 1.592624
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459534 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.166774 1.135744 0.204638 0.851374 -1.030286 -0.912829 -0.482584 -1.369006 0.0607 0.0739 0.0096 1.178990 1.177000
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 4.141580 5.669208 10.628535 11.559991 7.846994 11.248267 -2.125523 -2.259320 0.0557 0.0699 0.0081 1.149038 1.144517
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.187112 6.627324 14.111204 14.764750 10.794889 13.748016 -1.331580 -2.234871 0.0544 0.0664 0.0075 0.845599 0.839594
2459530 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.048111 1.038353 0.244298 0.634556 -1.520556 -0.525420 -0.499853 -1.329831 0.0603 0.0738 0.0104 1.177135 1.177000
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.157274 6.887383 11.158916 12.385071 23.023774 21.155567 -1.159651 -1.210208 0.9095 0.9353 0.2921 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 4.670143 6.618210 15.342302 17.308589 9.280402 16.390278 -4.093783 -4.862819 nan nan nan 10.499490 11.640062
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.101931 5.570704 14.237040 14.760784 5.002619 14.554899 -1.467644 -2.573232 0.6955 0.6782 0.3082 2.851183 2.927918
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 4.126694 4.529433 5.242662 6.768838 6.607780 3.724780 8.188367 5.098558 0.0617 0.0740 0.0177 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.297158 7.300623 8.854197 9.413586 9.649171 8.478366 7.936496 10.516775 0.0496 0.0688 0.0042 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 288.712963 96.073889 166.232091 110.957650 146.608424 140.568220 1017.065191 692.322018 0.0068 0.0068 0.0070 1.130863 1.134746

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 54: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 18.539404 -0.405345 18.539404 0.813137 2.503804 3.806336 9.779006 3.534134 1.553219

Antenna 54: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power inf 281.506107 463.018775 inf inf 1326.777155 -3212.866470 2298.315773 -4608.788251

Antenna 54: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 16.122909 1.055777 1.529705 0.467078 0.540893 12.554069 8.259194 16.122909 2.636152

Antenna 54: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 61.197450 1.026078 0.042947 1.191842 -0.570023 11.549490 7.743482 61.197450 7.352100

Antenna 54: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 22.354567 3.287923 0.075438 3.502531 -0.513620 20.735130 8.249789 22.354567 4.039186

Antenna 54: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 10.702076 0.254829 1.221171 -0.831306 -0.088131 3.483199 5.864465 6.477562 10.702076

Antenna 54: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 6.688967 2.393418 0.292642 0.947954 0.363375 6.688967 6.055326 1.857817 2.096256

Antenna 54: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 5.718090 2.099219 -0.121586 2.155140 -0.141899 5.718090 4.576630 1.990729 3.978034

Antenna 54: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 39.927082 0.772024 2.991247 0.953238 -0.215058 4.618572 15.038805 -0.172390 39.927082

Antenna 54: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Discontinuties 6.724108 1.275362 3.352875 -0.779619 -0.643068 3.253037 2.420196 1.687667 6.724108

Antenna 54: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Discontinuties 1.040739 0.251124 0.133954 0.033034 0.342000 0.007648 0.919281 1.040739 0.327071

Antenna 54: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 2.930339 -0.295708 -0.095485 0.744925 -0.284574 2.930339 1.354280 0.532592 1.621107

Antenna 54: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Discontinuties 1.759347 -0.146804 -0.950582 -0.248057 0.122695 0.767607 -0.258269 1.759347 -0.499350

Antenna 54: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 1.796928 -0.159696 -0.298322 -0.410016 0.225624 1.796928 -0.361399 0.335128 0.704611

Antenna 54: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 1.126476 -0.847626 0.235478 -1.233816 0.154115 -0.427994 1.126476 -0.306908 0.002460

Antenna 54: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 0.492175 0.097372 -0.600095 0.391140 -0.929427 0.492175 -0.558035 0.243960 -0.323332

Antenna 54: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 1.120070 -0.286499 -0.473216 -0.538486 -0.300342 1.120070 -0.548997 -0.428087 0.714241

Antenna 54: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 1.281444 -0.207382 -0.201852 -0.382524 0.112095 1.281444 -0.132928 -0.224776 0.457678

Antenna 54: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 1.418199 -0.334610 -0.269912 0.491758 -0.304991 -0.486235 1.418199 0.539066 0.199759

Antenna 54: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Discontinuties 0.944886 -0.555395 0.366196 -1.021696 0.271187 0.226615 0.838701 0.944886 0.573816

Antenna 54: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 1.008466 0.175456 -0.774079 0.221419 -0.881686 1.008466 0.228018 -0.230430 -0.310946

Antenna 54: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 2.113649 -0.435535 -0.517295 -0.239344 0.259873 2.113649 0.000754 0.018820 0.034625

Antenna 54: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 2.089287 -0.592761 -0.810866 -0.808125 0.020068 -0.900169 0.278326 1.951592 2.089287

Antenna 54: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 0.826647 -0.450546 -0.582300 -0.031398 -0.334390 0.826647 -0.579045 -0.313667 0.587119

Antenna 54: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 0.876373 -0.740846 -0.317998 0.764521 -0.389643 -0.595348 0.876373 -0.680836 -0.330697

Antenna 54: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 0.660016 -0.737531 -0.009475 -0.941035 0.031472 -0.982974 0.660016 0.047792 0.098536

Antenna 54: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 3.826076 -0.434631 -0.003334 -0.926951 0.401812 -0.743483 3.826076 -0.268624 0.948045

Antenna 54: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 0.305819 0.305819 -0.275450 0.179436 -0.856463 0.164178 -0.874362 0.205394 -0.058652

Antenna 54: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 0.769433 -0.254361 -0.601129 -1.040500 0.348288 -1.089153 0.236475 0.497707 0.769433

Antenna 54: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 1.225219 0.062705 1.225219 -0.850812 0.544545 -0.671594 -0.091490 0.285840 1.038188

Antenna 54: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 8.367626 8.367626 1.181455 1.215875 -0.912208 1.264151 -0.989025 0.651683 -0.183748

Antenna 54: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 5.646126 2.186515 5.646126 0.084287 1.221310 -0.823660 1.866710 0.256043 4.195279

Antenna 54: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 11.868236 -0.037936 1.140105 0.289453 0.165181 0.153203 2.677005 0.316988 11.868236

Antenna 54: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 0.330175 -0.193314 -0.223213 -1.079621 0.330175 -0.563582 -0.352864 -0.145842 -0.215072

Antenna 54: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 4.873590 -0.853320 -0.473368 -0.902544 0.055705 0.458901 1.749587 0.470434 4.873590

Antenna 54: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 Not Found nn Temporal Discontinuties 0.647104 -0.311366 -0.532589 -0.005410 -0.724358 -0.144844 -0.259560 0.647104 0.222458

Antenna 54: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 12.547500 0.734332 -0.587797 0.461553 -1.099696 4.613635 -0.085732 12.547500 -0.323188

Antenna 54: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Discontinuties 16.631079 -1.015471 -0.271845 -0.643402 0.507661 1.121304 0.117858 16.631079 10.316789

Antenna 54: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 1.085044 0.018188 -0.373537 1.085044 -0.016378 0.447061 -0.347239 -0.413558 -0.292378

Antenna 54: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 3.529523 0.077282 0.005561 0.465841 -0.697420 0.628863 0.176445 3.529523 0.693352

Antenna 54: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 6.298748 -0.772896 0.124437 -0.764798 1.612226 1.524563 -1.108342 1.708178 6.298748

Antenna 54: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Discontinuties 0.692021 0.312562 -0.289340 0.359655 0.093451 -0.516036 -1.006891 0.692021 -0.213340

Antenna 54: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 0.047679 -0.397325 -0.359772 0.017099 -0.680791 0.047679 -0.848998 -0.191995 -0.172350

Antenna 54: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 1.796297 -0.682973 -1.060348 -0.087183 -0.747132 -0.394587 0.096102 1.796297 0.094512

Antenna 54: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 6.041220 -0.731287 -0.896233 -0.329712 -0.890071 -0.083684 -0.290897 6.041220 0.493731

Antenna 54: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 6.513102 -0.342634 -0.799649 0.063501 -0.772126 -0.154375 0.302207 6.513102 0.159378

Antenna 54: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 0.240617 -0.277534 0.124886 0.180422 0.240617 -0.667578 -1.187274 0.169233 -0.408919

Antenna 54: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 3.417424 -0.773315 -0.553091 -0.885198 -0.308964 0.564209 -0.359118 -0.158420 3.417424

Antenna 54: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 0.641200 -0.236272 -0.274841 0.010869 -0.814055 -0.067437 0.089855 0.641200 -0.003789

Antenna 54: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 6.827061 -0.375532 -0.388543 -0.290391 -0.814108 0.205479 0.460590 6.827061 0.540205

Antenna 54: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 8.115675 -0.266362 -0.541841 0.021665 -0.864774 1.218788 0.999442 8.115675 1.353615

Antenna 54: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 0.180764 -0.000737 -0.016238 -0.276895 0.180764 -0.523174 -0.159888 0.025946 0.055012

Antenna 54: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 4.691993 -0.415897 -0.584415 -0.258368 -0.840003 0.965568 0.108537 4.691993 0.047381

Antenna 54: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Variability 1.527333 -0.629740 -0.384624 -0.773699 0.329732 1.527333 0.117527 -0.042468 0.447017

Antenna 54: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 1.193403 -0.761739 -0.504891 -0.772332 -0.006538 -0.319632 -0.279926 -0.195473 1.193403

Antenna 54: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 2.376436 -0.532700 -0.362886 -0.775853 -0.149377 0.151640 -0.269150 0.116966 2.376436

Antenna 54: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 0.261510 0.026787 -0.210923 0.261510 0.002195 -0.102961 -0.251830 -0.142641 -0.442329

Antenna 54: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 1.214289 -0.295838 -0.662437 0.023245 -0.750916 -0.081665 0.049083 1.214289 -0.170442

Antenna 54: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Shape 0.013015 -0.189903 0.013015 -0.282901 -0.256062 -0.411706 -0.879826 -0.033645 -0.300397

Antenna 54: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 0.007557 -0.523003 -0.682645 -0.675900 -0.899508 -1.028874 -0.239284 0.007557 -0.337854

Antenna 54: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 0.737196 -0.468031 -0.551945 -0.914909 -0.797859 -0.453694 0.409912 0.737196 -0.039556

Antenna 54: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance ee Shape 0.292169 0.292169 -0.091052 0.207033 0.186501 -0.177336 -0.092190 -0.057201 0.270673

Antenna 54: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance ee Shape 1.231081 1.175876 1.231081 -0.541242 -0.544949 -1.313385 -1.156233 -3.455357 -3.223358

Antenna 54: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance nn Temporal Discontinuties 1.290890 -0.789692 -0.692301 0.095703 -0.654470 1.087656 0.650715 1.290890 0.757928

Antenna 54: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance ee Temporal Variability 50.299844 -1.116223 -0.936300 -0.073399 -1.124502 39.224523 50.299844 42.419547 37.323801

Antenna 54: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance ee Temporal Discontinuties 0.533261 0.289603 -0.405822 -0.012971 -0.564008 -0.260982 -0.675402 0.533261 -0.233408

Antenna 54: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance ee Shape 0.495259 -0.356541 0.495259 0.006657 -0.695684 -0.980782 -0.109650 -0.163284 0.343764

Antenna 54: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance ee Temporal Discontinuties 27336.821227 6983.434878 6983.434878 6500.974707 6500.974707 5323.282815 5323.282815 27336.821227 27336.821227

Antenna 54: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance nn Temporal Discontinuties 5730.122975 1477.571037 1477.571037 1329.889068 1329.889068 1432.538887 1432.538887 5730.122975 5730.122975

Antenna 54: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance ee Temporal Discontinuties 3160.750183 926.281594 926.281594 907.852599 907.852599 936.300218 936.300218 3160.750183 3160.750183

Antenna 54: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 RF_maintenance ee Shape -0.105830 -0.163301 -0.105830 -0.651841 -0.121981 -0.750215 -0.401742 -0.860896 -0.598374

Antenna 54: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance ee Shape 0.815799 0.815799 -0.363787 0.204163 -0.596038 -0.683724 -0.352110 -0.215179 -0.406712

Antenna 54: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance ee Shape 0.987102 0.987102 0.908503 -0.772315 -0.164846 -0.493314 -0.676825 -0.768320 -0.411859

Antenna 54: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Temporal Variability 0.891576 0.424932 -0.268906 0.088804 -0.874448 0.746542 0.891576 0.161699 -0.143996

Antenna 54: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Temporal Variability 2.941532 0.375102 -0.434577 -0.003754 2.782160 0.104768 2.941532 1.167113 0.682242

Antenna 54: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance ee Power 2.395659 1.371849 1.272789 2.395659 -0.638817 nan nan -10.619603 -10.340121

Antenna 54: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 54: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Temporal Variability 11555.488229 -0.072462 0.077055 1.245334 5.326379 11555.488229 10057.986988 74.960903 66.647118

Antenna 54: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Temporal Variability 2.739707 -0.405133 0.088886 1.949969 -0.501466 2.739707 1.039567 0.371417 2.626252

Antenna 54: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 1.978431 -0.252156 -0.298156 1.978431 -0.564406 1.014643 -0.453632 -0.255272 1.026414

Antenna 54: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 2.549979 -0.045989 -0.243327 -0.044596 2.549979 -0.368433 2.026953 -0.447425 -0.236766

Antenna 54: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 72.530523 23.952573 19.657486 72.530523 68.658459 18.244214 17.046642 3.665319 2.484367

Antenna 54: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 60.374417 17.984660 22.040426 57.282263 60.374417 23.800100 22.238270 2.204245 3.129070

Antenna 54: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 62.753204 23.983009 19.641877 62.753204 59.364684 14.963871 15.624862 2.591941 1.875567

Antenna 54: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 84.371662 22.995461 26.892191 80.566080 84.371662 30.121977 30.582938 3.475636 4.390379

Antenna 54: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 62.673151 20.204596 16.997063 62.673151 59.209688 10.008337 10.659514 0.605723 0.357575

Antenna 54: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 63.659330 27.017200 24.080825 63.659330 60.690647 36.785819 33.377787 10.516815 8.926517

Antenna 54: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 54: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 1.763152 -0.415327 -0.192258 1.763152 -0.751371 0.149968 1.319474 1.083749 -0.352917

Antenna 54: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Power 2.634299 -0.049833 0.461754 -0.110627 2.634299 -0.253585 2.533492 -1.185702 1.214557

Antenna 54: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance ee Power 12.726632 4.833699 3.452284 12.726632 10.145307 7.229362 8.324219 -4.715500 -4.268773

Antenna 54: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Temporal Variability 4.206966 1.009149 0.754826 3.875683 -0.157158 4.206966 -0.599216 0.346474 0.066271

Antenna 54: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 4 RF_maintenance nn Temporal Discontinuties 12.817255 0.360162 -0.704720 -0.679759 1.159172 4.068772 4.046701 1.105476 12.817255